{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e392ad6c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy.interpolate import make_interp_spline\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.rcParams['axes.unicode_minus']=False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "cf09dec7",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>月份</th>\n",
       "      <th>2021年</th>\n",
       "      <th>2022年</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1月</td>\n",
       "      <td>1686</td>\n",
       "      <td>1385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2月</td>\n",
       "      <td>1345</td>\n",
       "      <td>1846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3月</td>\n",
       "      <td>1934</td>\n",
       "      <td>1654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4月</td>\n",
       "      <td>1658</td>\n",
       "      <td>1936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5月</td>\n",
       "      <td>1865</td>\n",
       "      <td>2564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6月</td>\n",
       "      <td>1936</td>\n",
       "      <td>2236</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   月份  2021年  2022年\n",
       "0  1月   1686   1385\n",
       "1  2月   1345   1846\n",
       "2  3月   1934   1654\n",
       "3  4月   1658   1936\n",
       "4  5月   1865   2564\n",
       "5  6月   1936   2236"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data=pd.read_excel('第二章 图表(前15).xlsx',sheet_name='13 对比折线图',usecols=\"B,C,D\",skiprows=1)\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "1a542665",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "time = data['月份']\n",
    "data1 = data['2021年']\n",
    "data2 = data['2022年']\n",
    "\n",
    "# 映射文字标签到数值坐标\n",
    "x_positions = range(len(time))\n",
    "x_values = np.array(x_positions)\n",
    "\n",
    "# 设置图形属性\n",
    "plt.figure(figsize=(10, 6))\n",
    "plt.title('2022年上半年各月同比去年销量')\n",
    "plt.xlabel('月份')\n",
    "plt.ylabel('数值')\n",
    "plt.grid(True)\n",
    "plt.xticks(x_values, time, rotation=45)  # 设置x轴刻度标签为文字标签\n",
    "\n",
    "# 绘制对比折线图\n",
    "plt.plot(x_values, data1, label='2021年', color='blue', marker='o')\n",
    "plt.plot(x_values, data2, label='2022年', color='red', marker='x')\n",
    "\n",
    "for a,b in zip(x_positions,data1): \n",
    "    plt.text(a,b+20,'%.2f'%b,ha='center',va='bottom',fontsize=10);\n",
    "\n",
    "for a,b in zip(x_positions,data2): \n",
    "    plt.text(a,b+20,'%.2f'%b,ha='center',va='bottom',fontsize=10);\n",
    "\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
